General Classification

Algorithms trying to solve the general task of classification.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–50 of 14581 papers

Title	Date	Tasks	Status	Hype
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second	Jul 5, 2022	AutoMLBayesian Inference	CodeCode Available	5
RegNet: Self-Regulated Network for Image Classification	Jan 3, 2021	ClassificationGeneral Classification	CodeCode Available	4
XGBoost: A Scalable Tree Boosting System	Mar 9, 2016	BIG-bench Machine LearningClustering	CodeCode Available	4
Bag of Freebies for Training Object Detection Neural Networks	Feb 11, 2019	General Classificationimage-classification	CodeCode Available	3
PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts	Oct 17, 2017	General ClassificationSentence	CodeCode Available	3
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels	Oct 29, 2019	General ClassificationTime Series	CodeCode Available	3
Is deep learning necessary for simple classification tasks?	Jun 11, 2020	AutoMLBinary Classification	CodeCode Available	3
Universal Language Model Fine-tuning for Text Classification	Jan 18, 2018	General ClassificationLanguage Modeling	CodeCode Available	3
USB: A Unified Semi-supervised Learning Benchmark for Classification	Aug 12, 2022	General ClassificationGPU	CodeCode Available	3
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline	Nov 20, 2016	General ClassificationTime Series	CodeCode Available	3
PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis	Aug 2, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	3
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes	May 10, 2020	Binary ClassificationClassification	CodeCode Available	3
Pre-Training with Whole Word Masking for Chinese BERT	Jun 19, 2019	Document ClassificationGeneral Classification	CodeCode Available	3
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels	Nov 24, 2017	Deep LearningGeneral Classification	CodeCode Available	3
GLM: General Language Model Pretraining with Autoregressive Blank Infilling	Mar 18, 2021	Abstractive Text SummarizationClassification	CodeCode Available	3
A simple squared-error reformulation for ordinal classification	Dec 2, 2016	ClassificationGeneral Classification	CodeCode Available	3
Benchmarking Automatic Machine Learning Frameworks	Aug 17, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection	Jun 8, 2020	Dense Object DetectionGeneral Classification	CodeCode Available	3
Speaker-change Aware CRF for Dialogue Act Classification	Apr 6, 2020	ClassificationDialogue Act Classification	CodeCode Available	2
R-FCN-3000 at 30fps: Decoupling Detection and Classification	Dec 5, 2017	ClassificationGeneral Classification	CodeCode Available	2
Simple Recurrent Units for Highly Parallelizable Recurrence	Sep 8, 2017	General ClassificationMachine Translation	CodeCode Available	2
Random Erasing Data Augmentation	Aug 16, 2017	Data AugmentationGeneral Classification	CodeCode Available	2
Prototypical Networks for Few-shot Learning	Mar 15, 2017	Category-Agnostic Pose EstimationFew-Shot Image Classification	CodeCode Available	2
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis	Oct 28, 2020	AutoMLGeneral Classification	CodeCode Available	2
Multi-Task Learning as Multi-Objective Optimization	Oct 10, 2018	Depth EstimationGeneral Classification	CodeCode Available	2
PyCM: Multiclass confusion matrix library in Python	May 29, 2018	General Classification	CodeCode Available	2
Knowledge Representation Learning: A Quantitative Review	Dec 28, 2018	General ClassificationInformation Retrieval	CodeCode Available	2
Hopular: Modern Hopfield Networks for Tabular Data	Jun 1, 2022	Deep LearningGeneral Classification	CodeCode Available	2
Single channel voice separation for unknown number of speakers under reverberant and noisy settings	Nov 4, 2020	ClassificationGeneral Classification	CodeCode Available	2
Some Improvements on Deep Convolutional Neural Network Based Image Classification	Dec 19, 2013	ClassificationGeneral Classification	CodeCode Available	2
ktrain: A Low-Code Library for Augmented Machine Learning	Apr 19, 2020	BIG-bench Machine LearningClassification	CodeCode Available	2
Fixing the train-test resolution discrepancy	Jun 14, 2019	Data AugmentationFine-Grained Image Classification	CodeCode Available	2
Enhancing Fine-grained Sentiment Classification Exploiting Local Context Embedding	Oct 2, 2020	Aspect-Based Sentiment Analysis (ABSA)Classification	CodeCode Available	2
Leveraging Latent Features for Local Explanations	May 29, 2019	General ClassificationOpen-Ended Question Answering	CodeCode Available	2
Large Scale Radio Frequency Signal Classification	Jul 20, 2022	DiversityGeneral Classification	CodeCode Available	2
Transferability of Adversarial Examples to Attack Cloud-based Image Classifier Service	Jan 8, 2020	ClassificationGeneral Classification	CodeCode Available	2
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach	Aug 31, 2019	ArticlesBenchmarking	CodeCode Available	2
CLUE: A Chinese Language Understanding Evaluation Benchmark	Apr 13, 2020	General ClassificationMachine Reading Comprehension	CodeCode Available	2
Distribution-Free, Risk-Controlling Prediction Sets	Jan 7, 2021	BIG-bench Machine LearningClassification	CodeCode Available	2
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks	Jan 31, 2019	Data AugmentationGeneral Classification	CodeCode Available	2
3D Steerable CNNs: Learning Rotationally Equivariant Features in Volumetric Data	Jul 6, 2018	General Classification	CodeCode Available	2
Fully Convolutional Instance-aware Semantic Segmentation	Nov 23, 2016	General ClassificationInstance Segmentation	CodeCode Available	2
Graph Neural Networks in TensorFlow and Keras with Spektral	Jun 22, 2020	Deep LearningGeneral Classification	CodeCode Available	2
Graph Transformer Networks	Nov 6, 2019	General ClassificationHeterogeneous Node Classification	CodeCode Available	2
Deep learning for time series classification: a review	Sep 12, 2018	Deep LearningGeneral Classification	CodeCode Available	2
Is Space-Time Attention All You Need for Video Understanding?	Feb 9, 2021	Action ClassificationAction Recognition	CodeCode Available	2
AST: Audio Spectrogram Transformer	Apr 5, 2021	Audio ClassificationAudio Tagging	CodeCode Available	2
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification	Oct 26, 2020	Few-Shot Text ClassificationGeneral Classification	CodeCode Available	2
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction	Dec 17, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	2
On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited	Mar 12, 2020	ClassificationGeneral Classification	CodeCode Available	2

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All datasets XOR iris Activity Fashion-MNIST ISOLET Mice Protein MNIST Wine

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	KNN	Accuracy	93.1	—	Unverified
2	RF	Accuracy	92.96	—	Unverified
3	CART	Accuracy	92.82	—	Unverified
4	LDA	Accuracy	77.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified
2	XBNET	Accuracy	100	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	67.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	13.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	90.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified